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[gemini] improve compatibility and add static placement policy (#4479)

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* [gemini] remove distributed-related part from colotensor (#4379)

* [gemini] remove process group dependency

* [gemini] remove tp part from colo tensor

* [gemini] patch inplace op

* [gemini] fix param op hook and update tests

* [test] remove useless tests

* [test] remove useless tests

* [misc] fix requirements

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [misc] update requirements

* [gemini] refactor gemini optimizer and gemini ddp (#4398)

* [gemini] update optimizer interface

* [gemini] renaming gemini optimizer

* [gemini] refactor gemini ddp class

* [example] update gemini related example

* [example] update gemini related example

* [plugin] fix gemini plugin args

* [test] update gemini ckpt tests

* [gemini] fix checkpoint io

* [example] fix opt example requirements

* [example] fix opt example

* [example] fix opt example

* [example] fix opt example

* [gemini] add static placement policy (#4443)

* [gemini] add static placement policy

* [gemini] fix param offload

* [test] update gemini tests

* [plugin] update gemini plugin

* [plugin] update gemini plugin docstr

* [misc] fix flash attn requirement

* [test] fix gemini checkpoint io test

* [example] update resnet example result (#4457)

* [example] update bert example result (#4458)

* [doc] update gemini doc (#4468)

* [example] update gemini related examples (#4473)

* [example] update gpt example

* [example] update dreambooth example

* [example] update vit

* [example] update opt

* [example] update palm

* [example] update vit and opt benchmark

* [hotfix] fix bert in model zoo (#4480)

* [hotfix] fix bert in model zoo

* [test] remove chatglm gemini test

* [test] remove sam gemini test

* [test] remove vit gemini test

* [hotfix] fix opt tutorial example (#4497)

* [hotfix] fix opt tutorial example

* [hotfix] fix opt tutorial example
This commit is contained in:
Hongxin Liu
2023-08-24 09:29:25 +08:00
committed by GitHub
parent 285fe7ba71
commit 27061426f7
82 changed files with 1008 additions and 4036 deletions
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16
examples/language/bert/README.md
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@@ -7,6 +7,14 @@ This directory includes two parts: Using the Booster API finetune Huggingface Be
bash test_ci.sh
```
### Results on 2-GPU
| Plugin | Accuracy | F1-score |
| -------------- | -------- | -------- |
| torch_ddp | 84.4% | 88.6% |
| torch_ddp_fp16 | 84.7% | 88.8% |
| gemini | 84.0% | 88.4% |
## Benchmark
```
bash benchmark.sh
@@ -14,9 +22,9 @@ bash benchmark.sh
Now include these metrics in benchmark: CUDA mem occupy, throughput and the number of model parameters. If you have custom metrics, you can add them to benchmark_util.
## Results
### Results
### Bert
#### Bert
| | max cuda mem | throughput(sample/s) | params |
| :-----| -----------: | :--------: | :----: |
@@ -25,10 +33,10 @@ Now include these metrics in benchmark: CUDA mem occupy, throughput and the numb
| gemini | 11.0 GB | 12.9 | 82M |
| low_level_zero | 11.29 G | 14.7 | 82M |
### AlBert
#### AlBert
| | max cuda mem | throughput(sample/s) | params |
| :-----| -----------: | :--------: | :----: |
| ddp | OOM | | |
| ddp_fp16 | OOM | | |
| gemini | 69.39 G | 1.3 | 208M |
| low_level_zero | 56.89 G | 1.4 | 208M |
| low_level_zero | 56.89 G | 1.4 | 208M |